Scientia Agricultura Sinica ›› 2018, Vol. 51 ›› Issue (21): 4020-4029.doi: 10.3864/j.issn.0578-1752.2018.21.002

• CROP GENETICS & BREEDING·GERMPLASM RESOURCES·MOLECULAR GENETICS • Previous Articles     Next Articles

Analysis on the Trends of Yield and Quality Related Traits for Maize Hybrids Released in China over the Past Years

XianMin CHEN1(),XiaoGui LIANG1,Xue ZHAO1,Zhen GAO1,Gong WU1,Si SHEN1,Shan LIN1,LiLi ZHOU1,ShunLi ZHOU1,2()   

  1. 1 College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193
    2 Scientific Observation and Experimental Station of Wuqiao for Crops with High Water Use Efficiency, Ministry of Agriculture and Rural Affairs, Wuqiao 061802, Hebei
  • Received:2018-05-11 Accepted:2018-07-16 Online:2018-11-01 Published:2018-11-01
  • Contact: XianMin CHEN,ShunLi ZHOU E-mail:17801238825@163.com;zhoushl@cau.edu.cn

Abstract:

【Objective】Simultaneous improvement in yield and quality of maize hybrids is vital to improve maize variety and develop the maize industry. Amounts of studies focused on the trends of crude starch and crude protein concentrations with maize varieties released in different eras, however, the results are different and the relationships between different substances were rarely mentioned. Hence, further exploration of the changing trends of yield and quality related traits for maize hybrids released in China over the past years and their intrinsic connections are needed. 【Method】The information of 770 maize varieties released in China from 1992 to 2017 were collected, and the related traits of yield and quality of the 73.64% common maize hybrids were used for further analysis. 【Result】The results showed that the volume weight, 1000-kernel weight and crude starch concentration were significantly or highly significantly increased with an average annual improvements of 1.87 g·L -1, 0.91 g, and 0.19%, respectively. To the contrast, the crude fat concentration was significantly reduced by 0.03% per year. The annual average of crude protein and lysine concentration remained stable along with time, the averages from 1992 to 2017 were 9.88% and 0.30%, respectively. Correlation analysis was processed and both volume weight and 1000-kernel weight were significantly positively correlated with crude starch concentration, however, they were negatively related to the crude fat concentration to some extent. In addition, both of the crude protein and lysine concentration showed extremely significant negative relationships with the crude starch concentration and 1000-kernel weight. The accumulation trends based on 1000-kernel weight showed that crude starch, crude protein and lysine per 1000-kernel increased to some extent over the released years. The average annual increase for each trait was 1.159 g, 0.092 g and 0.001 g, respectively. Crude fat accumulation still decreased which is similar to its concentration. 【Conclusion】Overall, during the process of maize varieties improvement, the traits related to yield such as 1000-kernel weight and bulk weight are relatively fast improved in China, and the advance of them rely on, to a great extent, the enhancement of the crude starch concentration, however, which may lead to an effect of carbon dilution on the concentrations of crude protein, lysine and crude fat. The carbon dilution effects and the relatively fast improvement in 1000-kernel weight determined the different performances between concentrations and accumulations for crude protein and lysine. Besides, the relationships between the traits of suitable mechanical grain-harvesting and grain quality deserve further attention during the selection of suitable mechanical grain-harvesting variety.

Key words: maize, national certification, variety, yield, quality, carbon dilution effect

Fig. 1

Number and types of maize varieties released in China from 1992 to 2017"

Fig. 2

Trends of volume weight (A) and 1000-kernel weight (B) for common maize varieties released in China ○: Single variety point; ▲: Average values for each year; ●: Maximum value of the varieties released; ●: Minimum value of the varieties released. Linear curves were fitted by annual average values. For each index, * and ** indicate significance levels at 0.05 and 0.01, respectively. The same as below"

Fig. 3

Trends of crude starch concentration (A), crude protein concentration (B), lysine concentration (C) and crude fat concentration (D) of common maize varieties released in China from 1992 to 2017 Points of lysine concentration are partially overlapped"

Table 1

Correlation analysis for different traits of maize grain"

性状
Trait
粗淀粉含量
Crude starch concentration
粗蛋白含量
Crude protein concentration
赖氨酸含量
Lysine concentration
粗脂肪含量
Crude fat concentration
容重
Volume-
weight
千粒重
1000-kernel weight
粗淀粉含量Crude starch concentration 1.000
粗蛋白含量Crude protein concentration -0.462** 1.000
赖氨酸含量Lysine concentration -0.282** 0.481** 1.000
粗脂肪含量Crude fat concentration -0.245** -0.060 -0.192** 1.000
容重Volume-weight 0.189** -0.069 -0.011 -0.141** 1.000
千粒重1000-kernel weight 0.309** -0.205** -0.136** -0.102* 0.077 1.000

Fig. 4

Accumulation amount per 1000-kernel of crude starch (A), crude protein (B), lysine (C) and crude fat (D) for common maize varieties released in China from 1992 to 2017"

Fig. 5

Ratios of the annual average concentrations of crude protein(A) , lysine(B) and crude fat(C) to the concentration of crude starch for common maize varieties released in China from 1992 to 2017"

Fig. 6

Average values of crude starch(A), crude protein(B), lysine(C) and crude fat(D) for common and suitable for mechanical grain-harvesting maize varieties released in China from 1992 to 2017 AVG: Average values for common maize varieties from 1992 to 2017; MGH: Average values for suitable for mechanical grain-harvesting maize"

[1] 李少昆, 赵久然, 董树亭, 赵明, 李潮海, 崔彦宏, 刘永红, 高聚林, 薛吉全, 王立春, 王璞, 陆卫平, 王俊河, 杨祁峰, 王子明 . 中国玉米栽培研究进展与展望. 中国农业科学, 2017,50(11):1941-1959.
doi: 10.3864/j.issn.0578-1752.2017.11.001
LI S K, ZHAO J R, DONG S T, ZHAO M, LI C H, CUI Y H, LIU Y H, GAO J L, XUE J Q, WANG L C, WANG P, LU W P, WANG J H, YANG Q F, WANG Z M . Advances and prospects of maize cultivation in China. Scientia Agricultura Sinica, 2017,50(11):1941-1959. (in Chinese)
doi: 10.3864/j.issn.0578-1752.2017.11.001
[2] CI X K, Li M S, LIANG X L, XIE Z J, ZHANG D G, LI X H, LU Z Y, RU G L, BAI L, XIE C X, HAO Z F, ZHANG S H . Genetic contribution to advanced yield for maize hybrids released from 1970 to 2000 in China. Crop Science, 2011,51(1):13-20.
doi: 10.2135/cropsci2010.04.0207
[3] 王空军, 董树亭, 胡昌浩, 刘开昌, 孙庆泉 . 我国1950s-1990s推广的玉米品种叶片光合特性演进规律研究. 植物生态学报, 2001,25(2):247-251.
doi: 10.1088/0256-307X/18/11/313
WANG K J, DONG S T, HU C H, LIU K C, SUN Q Q . Improvement in photosynthetic characteristics among maize varieties in China from the 1950s to the 1990s. Chinese Journal of Plant Ecology, 2001,25(2):247-251. (in Chinese)
doi: 10.1088/0256-307X/18/11/313
[4] 张世煌, 田清震, 李新海, 李明顺, 谢传晓 . 玉米种质改良与相关理论研究进展. 玉米科学, 2006,14(1):1-6.
doi: 10.3969/j.issn.1005-0906.2006.01.001
ZHANG S H, TIAN Q Z, LI X H, LI M S, XIE C X . Advancement of maize germplasm improvement and relevant research. Journal of Maize Sciences, 2006,14(1):1-6. (in Chinese)
doi: 10.3969/j.issn.1005-0906.2006.01.001
[5] DUVICK D N, SMITH J S C, COOPER M . Long-term selection in a commercial hybrid maize breeding program//JULES J. Plant Breeding Reviews: Long-term Selection: Crops, Animals, and Bacteria, Volume 24, Part 2. New Jersey: John Wiley & Sons, Inc., 2004: 109-151.
[6] 孙琦, 张世煌, 李新海, 孟昭东, 慈晓科, 张德贵, 郝转芳, 翁建峰, 白丽, 李明顺 . 中国不同年代主推玉米品种品质性状的变化趋势. 中国农业科学, 2014,47(14):2723-2730.
doi: 10.3864/j.issn.0578-1752.2014.14.003
SUN Q, ZHANG S H, LI X H, MENG Z D, CI X K, ZHANG D G, HAO C F, WENG J F, BAI L, LI M S . The trend of quality traits of maize varieties released extensively in different eras in China. Scientia Agricultura Sinica, 2014,47(14):2723-2730. (in Chinese)
doi: 10.3864/j.issn.0578-1752.2014.14.003
[7] 白永新, 陈保国, 张润生, 卢桂花, 王早荣, 李全泽 . 普通玉米品质育种的现状分析与综合评价. 玉米科学, 2003,11(2):50-53.
BAI Y X, CHEN B G, ZHANG R S, LU G H, WANG Z R, LI Q Z . The situation analysis and integrated evaluation of quality breeding in normal corn. Journal of Maize Sciences, 2003,11(2):50-53. (in Chinese)
[8] 杨书成, 杨振兴, 宋景楠 . “十一五”我国普通玉米品质现状与分析. 农业科技通讯, 2011(8):5-7.
doi: 10.3969/j.issn.1000-6400.2011.08.002
YANG S C, YANG Z X, SONG J N . Analysis on the current situation about quality of corn varieties from 2006 to 2000 in China. Agricultural Technology Bulletin, 2011(8):5-7. (in Chinese)
doi: 10.3969/j.issn.1000-6400.2011.08.002
[9] 宋志峰, 王巍巍, 王丽, 蔡红梅, 魏春雁 . 吉林省普通玉米品种品质现状分析. 安徽农业科学, 2008,36(33):14476-14478.
doi: 10.3969/j.issn.0517-6611.2008.33.048
SONG Z F, WANG W W, WANG L, CAI H M, WEI C Y . Analysis on quality status of common maize varieties in Jilin Province, Journal of Anhui Agricultural Sciences, 2008,36(33):14476-14478. (in Chinese)
doi: 10.3969/j.issn.0517-6611.2008.33.048
[10] 陈保国, 白永新, 张润生, 李鹏, 郭盛 . 山西省普通玉米品质育种分析与评价. 山西农业科学, 2012,40(6):593-595.
CHEN B G, BAI Y X, ZHANG R S, LI P, GUO S . Analysis and evaluation on quality breeding in conventional maize in Shanxi. Journal of Shanxi Agricultural Sciences, 2012,40(6):593-595. (in Chinese)
[11] 侯旭光, 吴云霞, 冯勇 . 内蒙古自治区普通玉米品质育种的现状分析. 华北农学报, 2004,19(S1):86-91.
HOU X G, WU Y X, FENG Y . The situation analysis of quality breeding in normal corn in Inner Mongolia. Acta Agriculturae Boreali-Sinica, 2004,19(S1):86-91. (in Chinese)
[12] 王琪, 马树庆, 郭建平, 张铁林, 于海, 徐丽萍 . 温度对玉米生长和产量的影响. 生态学杂志, 2009,28(2):255-260.
WANG Q, MA J S, GUO J P, ZHANG T L, YU H, XU L P . Effects of air temperature on maize growth and its yield. Chinese Journal of Ecology, 2009,28(2):255-260. (in Chinese)
[13] 张向前, 黄国勤, 卞新民, 江学海, 赵其国 . 间作对玉米品质、产量及土壤微生物数量和酶活性的影响. 生态学报, 2012,32(22):7082-7090.
doi: 10.5846/stxb201110151526
ZHANG X Q, HUANG G Q, BIAN X M, JIANG X H, ZHAO Q G . Effects of intercropping on quality and yield of maize grain, microorganism quantity, and enzyme activities in soils. Acta Ecologica Sinica, 2012,32(22):7082-7090. (in Chinese)
doi: 10.5846/stxb201110151526
[14] 阮培均, 马俊, 梅艳, 杨远平 . 不同密度与施氮量对玉米品质的影响. 中国农学通报, 2004,20(6):147-149.
doi: 10.3969/j.issn.1000-6850.2004.06.047
RUAN P J, MA J, MEI Y, YANG Y P . Effect of different density and N-application rate on maize quality. Chinese Agricultural Science Bulletin, 2004,20(6):147-149. (in Chinese)
doi: 10.3969/j.issn.1000-6850.2004.06.047
[15] 孙世贤 . 中国农作物优良品种: 1990-2000 年国家审(认)定品种. 北京: 中国农业科学技术出版社, 2001: 145-206.
SUN S X. China's Crop Varieties: National Accredited and Recognitory Varieties During 1990-2000. Beijing: s Agricultural Science and Technology Press National Accredited and Recognitory Varieties During 1990-2000. Beijing: China's Agricultural Science and Technology Press, 2001: 145-206. (in Chinese)
[16] 孙世贤, 廖琴 . 全国玉米审定品种名录(2000~2008). 北京: 中国农业科学技术出版社, 2008: 1-251.
SUN S X, LIAO Q. The Catalogue of Accredited Maize Varieties in China (2000-2008). Beijing: China's Agricultural Science and Technology Press, 2008: 1-251. (in Chinese)
[17] 李召锋, 梁晓玲, 阿布来提, 李明顺, 胡洺, 韩登旭, 邵红雨, 李铭东, 曹连莆 . 不同年代主要玉米品种穗部性状演变研究. 玉米科学, 2010,18(4):27-31.
LI Z F, LIANG X L, A B L T, LI M S, HU M, HAN D X, SHAO H Y, LI M D, CAO L P, . Study on evolution of ear characteristics of main maize varieties in different eras. Journal of Maize Sciences, 2010,18(4):27-31. (in Chinese)
[18] QIN X L, FENG F, LI Y J, XU S T, SIDDI QUE, KADAMBUT H M, LIAO Y C . Maize yield improvements in China: Past trends and future directions. Plant Breeding, 2016,135(2):166-176.
doi: 10.1111/pbr.12347
[19] 李浩川 . 不同生态条件下玉米籽粒蛋白和赖氨酸含量及主要农艺性状的遗传研究[D]. 郑州: 河南农业大学, 2007.
LI H C . Genetic studies on maize grain protein and lysine content and main agronomic characters under different ecological conditions[D]. Zhengzhou: Henan Agricultural University, 2007. ( in Chinese)
[20] PETER R S, CLAUDIA U, WAN Y F, ALISON L, DHAN B, GERALDINE T, MILLS E N C, KAY D, ROWAN A C M . Storage product synthesis and accumulation in developing grains of wheat. Journal of Cereal Science, 2009,50(1):106-112.
doi: 10.1016/j.jcs.2009.03.009
[21] JOHN I, BEITZ D, HAGEMAN R H . Changes in Composition during development and maturation of maize seeds. Plant Physiology, 1965,40(5):835-839.
doi: 10.1104/pp.40.5.835
[22] ZHANG L, LI X H, GAO Z, SHEN S, LIANG X G, ZHAO X, LIN S, ZHOU S L . Regulation of maize kernel weight and carbohydrate metabolism by abscisic acid applied at the early and middle post- pollination stages in vitro. Journal of Plant Physiology, 2017,216:1-10.
doi: 10.1016/j.jplph.2017.05.005 pmid: 28544894
[23] 赵克明 . 改善玉米品质, 推广优质玉米. 玉米科学, 2000,8(1):8-10.
doi: 10.3969/j.issn.1005-0906.2000.01.002
ZHAO K M . Improving corn quality and spreading good quality corn. Journal of Maize Sciences, 2000,8(1):8-10. (in Chinese)
doi: 10.3969/j.issn.1005-0906.2000.01.002
[24] 刘恩科, 赵秉强, 胡昌浩, 李秀英, 张夫到 . 长期不同施肥制度对玉米产量和品质的影响. 中国农业科学, 2004,37(5):711-716.
LIU E K, ZHAO B Q, HU C H, LI X Y, ZHANG F D . Effects of long-term fertilization systems on yield and quality of maize. Scientia Agricultura Sinica, 2004,37(5):711-716. (in Chinese)
[25] GREENWOOD D J, LEMAIRE G, GOSSE G, VGRUZ P, DRAYCOTT A, NEETESON J J . Decline in percentage N of C3 and C4 crops with increasing plant mass. Annals of Botany, 1990,66(4):425-436.
doi: 10.2307/2444598
[26] 梁效贵, 张经廷, 周丽丽, 李旭辉, 周顺利 . 华北地区夏玉米临界氮稀释曲线和氮营养指数研究. 作物学报, 2013(2):292-299.
LIANG X G, ZHANG J T, ZHOU L L, LI X H, ZHOU S L . Critical nitrogen dilution curve and nitrogen nutrition index for summer maize in North China Plain.Acta Agronomica Sinica, 2013(2):292-299. (in Chinese)
[27] 张晓芳 . 玉米种质资源品质性状的鉴定与评价. 玉米科学, 2006,14(1):18-20.
ZHANG X F . Identification and evaluation of quality traits in corn germplasm. Journal of Maize Sciences, 2006,14(1):18-20. (in Chinese)
[28] XU G, FAN X, MILLER A J . Plant nitrogen assimilation and use efficiency. Annual Review of Plant Biology, 2012,63(1):153-182.
doi: 10.1146/annurev-arplant-042811-105532 pmid: 22224450
[29] WEN Z, TYERMAN S D, DECHORGNAT J, OVCHINNIKOVA E, DHUGGA K S, KAISER B N . Maize NPF6 proteins are homologs of Arabidopsis CHL1 that are selective for both nitrate and chloride. The Plant Cell, 2017,29(10):2581-2596.
[30] HU B, WANG W, OU S, TANG J, LI H, CHE R, ZHANG Z, CHAI X, WANG H, WANG Y, LIANG C, LIU L, PIAO Z, DENG Q, DENG K, XU C, LIANG Y, ZHANG L, LI L, CHU C . Variation in NRT1.1B contributes to nitrate-use divergence between rice subspecies. Nature Genetics, 2015,47(7):834-838.
doi: 10.1038/ng.3337 pmid: 26053497
[31] 李少昆, 王克如, 谢瑞芝, 李璐璐, 明博, 侯鹏, 初振东, 张万旭, 刘朝巍 . 玉米子粒机械收获破碎率研究. 作物杂志, 2017(2):76-80.
doi: 10.16035/j.issn.1001-7283.2017.02.013
LI S K, WANG K R, XIE R Z, LI L L, MING B, HOU P, CHU Z D, ZHANG W X, LIU Z W . Grain breakage rate of maize by mechanical harvesting in China.Crops, 2017(2):76-80. (in Chinese)
doi: 10.16035/j.issn.1001-7283.2017.02.013
[32] 王克如, 李少昆 . 玉米机械粒收破碎率研究进展. 中国农业科学, 2017,50(11):2018-2026.
doi: 10.3864/j.issn.0578-1752.2017.11.007
WANG K R, LI S K . Progresses in research on grain broken rate by mechanical grain harvesting. Scientia Agricultura Sinica, 2017,50(11):2018-2026. (in Chinese)
doi: 10.3864/j.issn.0578-1752.2017.11.007
[33] ZHANG L, LIANG X G, SHEN S, YIN H, ZHOU L L, GAO Z, LÜ X Y, ZHOU S L . Increasing the abscisic acid level in maize grains induces precocious maturation by accelerating grain filling and dehydration. Plant Growth Regulation, 2018,86:65-79.
doi: 10.1007/s10725-018-0411-7
[1] ZHANG XiaoLi, TAO Wei, GAO GuoQing, CHEN Lei, GUO Hui, ZHANG Hua, TANG MaoYan, LIANG TianFeng. Effects of Direct Seeding Cultivation Method on Growth Stage, Lodging Resistance and Yield Benefit of Double-Cropping Early Rice [J]. Scientia Agricultura Sinica, 2023, 56(2): 249-263.
[2] YAN YanGe, ZHANG ShuiQin, LI YanTing, ZHAO BingQiang, YUAN Liang. Effects of Dextran Modified Urea on Winter Wheat Yield and Fate of Nitrogen Fertilizer [J]. Scientia Agricultura Sinica, 2023, 56(2): 287-299.
[3] XU JiuKai, YUAN Liang, WEN YanChen, ZHANG ShuiQin, LI YanTing, LI HaiYan, ZHAO BingQiang. Nitrogen Fertilizer Replacement Value of Livestock Manure in the Winter Wheat Growing Season [J]. Scientia Agricultura Sinica, 2023, 56(2): 300-313.
[4] CHAI HaiYan,JIA Jiao,BAI Xue,MENG LingMin,ZHANG Wei,JIN Rong,WU HongBin,SU QianFu. Identification of Pathogenic Fusarium spp. Causing Maize Ear Rot and Susceptibility of Some Strains to Fungicides in Jilin Province [J]. Scientia Agricultura Sinica, 2023, 56(1): 64-78.
[5] WANG CaiXiang,YUAN WenMin,LIU JuanJuan,XIE XiaoYu,MA Qi,JU JiSheng,CHEN Da,WANG Ning,FENG KeYun,SU JunJi. Comprehensive Evaluation and Breeding Evolution of Early Maturing Upland Cotton Varieties in the Northwest Inland of China [J]. Scientia Agricultura Sinica, 2023, 56(1): 1-16.
[6] ZHAO ZhengXin,WANG XiaoYun,TIAN YaJie,WANG Rui,PENG Qing,CAI HuanJie. Effects of Straw Returning and Nitrogen Fertilizer Types on Summer Maize Yield and Soil Ammonia Volatilization Under Future Climate Change [J]. Scientia Agricultura Sinica, 2023, 56(1): 104-117.
[7] ZHANG Wei,YAN LingLing,FU ZhiQiang,XU Ying,GUO HuiJuan,ZHOU MengYao,LONG Pan. Effects of Sowing Date on Yield of Double Cropping Rice and Utilization Efficiency of Light and Heat Energy in Hunan Province [J]. Scientia Agricultura Sinica, 2023, 56(1): 31-45.
[8] FENG XiangQian,YIN Min,WANG MengJia,MA HengYu,CHU Guang,LIU YuanHui,XU ChunMei,ZHANG XiuFu,ZHANG YunBo,WANG DanYing,CHEN Song. Effects of Meteorological Factors on Quality of Late Japonica Rice During Late Season Grain Filling Stage Under ‘Early Indica and Late Japonica’ Cultivation Pattern in Southern China [J]. Scientia Agricultura Sinica, 2023, 56(1): 46-63.
[9] LI ZhouShuai,DONG Yuan,LI Ting,FENG ZhiQian,DUAN YingXin,YANG MingXian,XU ShuTu,ZHANG XingHua,XUE JiQuan. Genome-Wide Association Analysis of Yield and Combining Ability Based on Maize Hybrid Population [J]. Scientia Agricultura Sinica, 2022, 55(9): 1695-1709.
[10] XIONG WeiYi,XU KaiWei,LIU MingPeng,XIAO Hua,PEI LiZhen,PENG DanDan,CHEN YuanXue. Effects of Different Nitrogen Application Levels on Photosynthetic Characteristics, Nitrogen Use Efficiency and Yield of Spring Maize in Sichuan Province [J]. Scientia Agricultura Sinica, 2022, 55(9): 1735-1748.
[11] LI YiLing,PENG XiHong,CHEN Ping,DU Qing,REN JunBo,YANG XueLi,LEI Lu,YONG TaiWen,YANG WenYu. Effects of Reducing Nitrogen Application on Leaf Stay-Green, Photosynthetic Characteristics and System Yield in Maize-Soybean Relay Strip Intercropping [J]. Scientia Agricultura Sinica, 2022, 55(9): 1749-1762.
[12] GUO ShiBo,ZHANG FangLiang,ZHANG ZhenTao,ZHOU LiTao,ZHAO Jin,YANG XiaoGuang. The Possible Effects of Global Warming on Cropping Systems in China XIV. Distribution of High-Stable-Yield Zones and Agro-Meteorological Disasters of Soybean in Northeast China [J]. Scientia Agricultura Sinica, 2022, 55(9): 1763-1780.
[13] WANG HaoLin,MA Yue,LI YongHua,LI Chao,ZHAO MingQin,YUAN AiJing,QIU WeiHong,HE Gang,SHI Mei,WANG ZhaoHui. Optimal Management of Phosphorus Fertilization Based on the Yield and Grain Manganese Concentration of Wheat [J]. Scientia Agricultura Sinica, 2022, 55(9): 1800-1810.
[14] GUI RunFei,WANG ZaiMan,PAN ShengGang,ZHANG MingHua,TANG XiangRu,MO ZhaoWen. Effects of Nitrogen-Reducing Side Deep Application of Liquid Fertilizer at Tillering Stage on Yield and Nitrogen Utilization of Fragrant Rice [J]. Scientia Agricultura Sinica, 2022, 55(8): 1529-1545.
[15] LIAO Ping,MENG Yi,WENG WenAn,HUANG Shan,ZENG YongJun,ZHANG HongCheng. Effects of Hybrid Rice on Grain Yield and Nitrogen Use Efficiency: A Meta-Analysis [J]. Scientia Agricultura Sinica, 2022, 55(8): 1546-1556.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!